Thomas L. Saaty explained the Analytic Hierarchy Process (AHP) as a structured method for making complex decisions based on comparing multiple criteria and alternatives. AHP involves breaking down decisions into a hierarchy, assigning weights to criteria and alternatives, and using pairwise comparisons to determine the best option. By using mathematics to quantify subjective judgments, AHP aims to provide a rational and systematic approach to decision-making.